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STARLab Research Meeting July 7, 2006 Relevance Computation. Aldo de Moor [email protected]. Relevance computation. Usefulness of definitions, efficiency of ontology engineering process very important - PowerPoint PPT Presentation
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Relevance computation
• Usefulness of definitions, efficiency of ontology engineering process very important
• Key problem: how to assess continuously shifting relevance of evolving common definitions?
• Essential to ensure scalability • Example: how to select relevant
organizational specializations?
Org Ontologies (dOi + CTHOi)
T > Product > Beklede_Bakvorm Kwaliteit > Geen_Luchtbellen Gelijke_Dikte
Interorganizational Ont Eng
UCO
LCO
OO-1 OO-n
IOO v_1UCO
LCO
OO-1 OO-n
IOO v_m
A Selection Procedure (1)
• Pre-condition: all org. ontologies updated• Post-condition: ready to start IOO_v+1• Core domain expert defines set of relevance definitions
DR = {dr1, ...}, e.g.:
A Selection Procedure (2)
• Each dr DR is used to create set of relevance relations RR, e.g.:
A Selection Procedure (3)
• For each org. ontology OOi
– For each org. spec. dOi OOi, calculate relevance score sr by projecting all relevance relations into the definition:
• (Using the organizational concept type hierarchy CTHOi)
• Sr(dOi) = 0.• For each rr RR: if :rr → dOi, then Sr(dOi) := Sr(dOi) +
1– Select most relevant org. spec. using this relevance
score• x highest-ranked specializations (overall, by organization)• Those specializations meeting particular threshold.
– Further, scalable contextualization: use lexonized relevance relations to select relevant resources from lexon / commitments-base
Lexonizing Relevance Relations
(NBC CTH)T > Product > Beklede_Bakvorm Kwaliteit > Geen_Luchtbellen Gelijke_Dikte
...
Discussion
• Relevance computation helps scale interorganizational ontology engineering
• Relevance relation: in between full-graph and concept matching level (e.g. crawler Felix). When to apply which type of technique?
• Only heuristic: human evaluation still very much needed. When? What? How?
• Relevance relations = sets of lexons – ground CGs (larger patterns) in real-world semantics (lexons)– do a wide, lexon-driven scan of ontological resources
• How to use ORM constraints to further tailor relevance computation?